{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot  as plt\n",
    "import dft as luludft\n",
    "import alaw\n",
    "\n",
    "from numpy import genfromtxt\n",
    "\n",
    "try:\n",
    "    import cPickle as pickle\n",
    "except ImportError:  # Python 3.x\n",
    "    import pickle\n",
    "    \n",
    "from scipy.signal import hilbert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['t', 'tfft', 'single_fft', 'i2s_fft', 'single_raw'])\n"
     ]
    }
   ],
   "source": [
    "with open('lit3rick_i2s.pkl', 'rb') as fp:\n",
    "    data = pickle.load(fp)\n",
    "signal = data[\"single_raw\"]\n",
    "t = data[\"t\"]\n",
    "print(data.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "BiVi = []\n",
    "window = 32\n",
    "for k in range(int(len(data[\"single_raw\"])/window)):\n",
    "    start = k*window\n",
    "    stop = k*window+window-1\n",
    "    #print(start,stop,start/256)\n",
    "    BiVi.append(np.max(np.abs(data[\"single_raw\"][start:stop])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 64.0\n",
    "analytic_signal = hilbert(signal)\n",
    "amplitude_envelope = np.abs(analytic_signal)\n",
    "instantaneous_phase = np.unwrap(np.angle(analytic_signal))\n",
    "instantaneous_frequency = (np.diff(instantaneous_phase) / (2.0*np.pi) * fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00488281, 0.00683594, 0.00488281, ..., 0.00390625, 0.00097656,\n",
       "       0.01074219])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8192\n",
      "256 256\n"
     ]
    }
   ],
   "source": [
    "SIGClean = np.array([int(x*2048) for x in signal])\n",
    "tmp = SIGClean.reshape(256, -1)\n",
    "    \n",
    "print(len(signal))\n",
    "ref_fft = luludft.dft_python_model(tmp)\n",
    "com_fft = alaw.alaw_compress(ref_fft)\n",
    "print(len(ref_fft),len(com_fft))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TFFT = [x +0.25 for x in data[\"tfft\"] ]\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(t,np.abs(signal)/np.max(np.abs(signal[40*64:50*64])),alpha=0.5,label=\"Raw signal\")\n",
    "plt.plot(t,amplitude_envelope/np.max(np.abs(amplitude_envelope[40*64:50*64])),label=\"Hilbert enveloppe\")\n",
    "\n",
    "plt.plot(TFFT,BiVi/np.max(BiVi[80:100]), label = \"BV enveloppe\",alpha=0.8)\n",
    "\n",
    "plt.plot(TFFT,data[\"single_fft\"]/np.max(data[\"single_fft\"][80:100]), label = \"LuLu compression\")\n",
    "plt.plot(TFFT,ref_fft/np.max(ref_fft[80:100]), label = \"DFT\")\n",
    "plt.plot(TFFT,com_fft/np.max(com_fft[80:100]), label = \"DFT + a-law\")\n",
    "\n",
    "plt.ylim((-0.01,1.05))\n",
    "plt.xlim((38,46))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TFFT = [x +0.25 for x in data[\"tfft\"] ]\n",
    "plt.figure(figsize=(15,5))\n",
    "\n",
    "plt.plot(t,np.abs(signal)/np.max(np.abs(signal[40*64:50*64])),alpha=0.5,label=\"Raw signal\")\n",
    "plt.plot(t,amplitude_envelope/np.max(np.abs(amplitude_envelope[40*64:50*64])),label=\"Hilbert enveloppe\")\n",
    "\n",
    "plt.plot(TFFT,BiVi/np.max(BiVi[80:100]), label = \"BV enveloppe\",alpha=0.8)\n",
    "\n",
    "plt.plot(TFFT,data[\"single_fft\"]/np.max(data[\"single_fft\"][80:100]), label = \"LuLu compression\")\n",
    "plt.plot(TFFT,ref_fft/np.max(ref_fft[80:100]), label = \"DFT\")\n",
    "plt.plot(TFFT,com_fft/np.max(com_fft[80:100]), label = \"DFT + a-law\")\n",
    "\n",
    "plt.ylim((-0.01,0.4))\n",
    "plt.xlim((100,128))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
